Volunteering

Work Experience

Education

2021

• Automated Selection of High-Quality Synthetic Images for Data-Driven Machine Learning: A Study on Traffic Signs

  Horn, D., Janssen, L., & Houben, S.

  In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 832–837)

  Bibtex APA Downloads

  Paper (pdf)

  @inproceedings{HornJanssenHouben2021,
  	author		=	{Horn, Daniela and Janssen, Lars and Houben, Sebastian},
  	title		=	{Automated Selection of High-Quality Synthetic Images for Data-Driven Machine Learning: A Study on Traffic Signs},
  	booktitle	=	{Proceedings of the IEEE Intelligent Vehicles Symposium (IV)},
  	pages		=	{832–837},
  	year		=	{2021},
  }

  Horn, D., Janssen, L., & Houben, S.. (2021). Automated Selection of High-Quality Synthetic Images for Data-Driven Machine Learning: A Study on Traffic Signs. In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 832–837).
• Fully Automated, Realistic License Plate Substitution in Real-Life Images

  Kacmaz, U., Melchior, J., Horn, D., Witte, A., Schoenen, S., & Houben, S.

  In Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC) (pp. 2972–2979)

  Bibtex APA Downloads

  Paper

  @inproceedings{KacmazMelchiorHornEtAl2021,
  	author		=	{Kacmaz, Ufuk and Melchior, Jan and Horn, Daniela and Witte, Andreas and Schoenen, Sebastian and Houben, Sebastian},
  	title		=	{Fully Automated, Realistic License Plate Substitution in Real-Life Images},
  	booktitle	=	{Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC)},
  	pages		=	{2972–2979},
  	year		=	{2021},
  }

  Kacmaz, U., Melchior, J., Horn, D., Witte, A., Schoenen, S., & Houben, S.. (2021). Fully Automated, Realistic License Plate Substitution in Real-Life Images. In Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC) (pp. 2972–2979).

2020

• Fully Automated Traffic Sign Substitution in Real-World Images for Large-Scale Data Augmentation

  Horn, D., & Houben, S.

  In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 194–200)

  Bibtex APA Downloads

  Paper Poster

  @inproceedings{HornHouben2020,
  	author		=	{Horn, Daniela and Houben, Sebastian},
  	title		=	{Fully Automated Traffic Sign Substitution in Real-World Images for Large-Scale Data Augmentation},
  	booktitle	=	{Proceedings of the IEEE Intelligent Vehicles Symposium (IV)},
  	pages		=	{194–200},
  	year		=	{2020},
  }

  Horn, D., & Houben, S.. (2020). Fully Automated Traffic Sign Substitution in Real-World Images for Large-Scale Data Augmentation. In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 194–200).

2019

• Fusing Shape-from-Silhouette and the Sparsity Driven Detector for Camera-Based 3D Multi-Object Localization with Occlusions

  Michael, M., Horn, D., & Houben, S.

  In Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC) (pp. 1417–1424)

  Bibtex APA Downloads

  pdf

  @inproceedings{MichaelHornHouben2019,
  	author		=	{Michael, Matthias and Horn, Daniela and Houben, Sebastian},
  	title		=	{Fusing Shape-from-Silhouette and the Sparsity Driven Detector for Camera-Based 3D Multi-Object Localization with Occlusions},
  	booktitle	=	{Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC)},
  	pages		=	{1417–1424},
  	year		=	{2019},
  }

  Michael, M., Horn, D., & Houben, S.. (2019). Fusing Shape-from-Silhouette and the Sparsity Driven Detector for Camera-Based 3D Multi-Object Localization with Occlusions. In Proceedings of the IEEE Intelligent Transportation Systems Conference (ITSC) (pp. 1417–1424).
• Generation of Natural Traffic Sign Images Using Domain Translation with Cycle-Consistent Generative Adversarial Networks

  Spata, D., Horn, D., & Houben, S.

  In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 622–628)

  Bibtex APA Downloads

  Source Code Paper Poster

  @inproceedings{SpataHornHouben2019,
  	author		=	{Spata, Dominic and Horn, Daniela and Houben, Sebastian},
  	title		=	{Generation of Natural Traffic Sign Images Using Domain Translation with Cycle-Consistent Generative Adversarial Networks},
  	booktitle	=	{Proceedings of the IEEE Intelligent Vehicles Symposium (IV)},
  	pages		=	{622–628},
  	year		=	{2019},
  }

  Spata, D., Horn, D., & Houben, S.. (2019). Generation of Natural Traffic Sign Images Using Domain Translation with Cycle-Consistent Generative Adversarial Networks. In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 622–628).

2018

• Evaluation of Synthetic Video Data in Machine Learning Approaches for Parking Space Classification

  Horn, D., & Houben, S.

  In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 2157–2162)

  Bibtex APA Downloads

  Paper Poster Project Page

  @inproceedings{HornHouben2018,
  	author		=	{Horn, Daniela and Houben, Sebastian},
  	title		=	{Evaluation of Synthetic Video Data in Machine Learning Approaches for Parking Space Classification},
  	booktitle	=	{Proceedings of the IEEE Intelligent Vehicles Symposium (IV)},
  	pages		=	{2157–2162},
  	year		=	{2018},
  }

  Horn, D., & Houben, S.. (2018). Evaluation of Synthetic Video Data in Machine Learning Approaches for Parking Space Classification. In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 2157–2162).
• Erste Ansätze zur automatischen Erkennung von Gruppenverhalten mithilfe des Computersehens

  Horn, D., Houben, S., & Schöner, G.

  In J. Reichertz & Keysers, V. (Eds.), Emotion. Eskalation. Gewalt. (pp. 130–147) Beltz Juventa

  Bibtex APA

  @incollection{HornHoubenSchöner2018,
  	author		=	{Horn, Daniela and Houben, Sebastian and Schöner, Gregor},
  	title		=	{Erste Ansätze zur automatischen Erkennung von Gruppenverhalten mithilfe des Computersehens},
  	booktitle	=	{Emotion. Eskalation. Gewalt.},
  	editor		=	{Reichertz, Jo and Keysers, V.},
  	pages		=	{130–147},
  	publisher	=	{Beltz Juventa},
  	year		=	{2018},
  }

  Horn, D., Houben, S., & Schöner, G.. (2018). Erste Ansätze zur automatischen Erkennung von Gruppenverhalten mithilfe des Computersehens. In J. Reichertz & Keysers, V. (Eds.), Emotion. Eskalation. Gewalt. (pp. 130–147). Beltz Juventa.
• Automatisierte Videoanalyse

  Horn, D., Ibisch, A., & Tschentscher, M.

  In C. Moritz & Corsten, M. (Eds.), Handbuch Qualitative Videoanalyse (pp. 445–456) Springer VS Verlag

  Bibtex APA

  @incollection{HornIbischTschentscher2018,
  	author		=	{Horn, D. and Ibisch, A. and Tschentscher, M.},
  	title		=	{Automatisierte Videoanalyse},
  	booktitle	=	{Handbuch Qualitative Videoanalyse},
  	editor		=	{Moritz, C. and Corsten, M.},
  	pages		=	{445–456},
  	publisher	=	{Springer VS Verlag},
  	year		=	{2018},
  }

  Horn, D., Ibisch, A., & Tschentscher, M.. (2018). Automatisierte Videoanalyse. In C. Moritz & Corsten, M. (Eds.), Handbuch Qualitative Videoanalyse (pp. 445–456). Springer VS Verlag.

2017

• A simulated car-park environment for the evaluation of video-based on-site parking guidance systems

  Tschentscher, M., Pruß, B., & Horn, D.

  In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 1571–1576)

  Bibtex APA Downloads

  Paper Poster Project Page

  @inproceedings{TschentscherPrußHorn2017,
  	author		=	{Tschentscher, Marc and Pruß, Ben and Horn, Daniela},
  	title		=	{A simulated car-park environment for the evaluation of video-based on-site parking guidance systems},
  	booktitle	=	{Proceedings of the IEEE Intelligent Vehicles Symposium (IV)},
  	pages		=	{1571–1576},
  	year		=	{2017},
  }

  Tschentscher, M., Pruß, B., & Horn, D.. (2017). A simulated car-park environment for the evaluation of video-based on-site parking guidance systems. In Proceedings of the IEEE Intelligent Vehicles Symposium (IV) (pp. 1571–1576).

2015

• Video-based Parking Space Detection: Localisation of Vehicles and Development of an Infrastructure for a Routeing System

  Horn, D., & Brüggenthies, M.

  In Proceedings of the Forum Bauinformatik (pp. 175–182)

  Bibtex APA Downloads

  Paper

  @inproceedings{HornBrüggenthies2015,
  	author		=	{Horn, D. and Brüggenthies, M.},
  	title		=	{Video-based Parking Space Detection: Localisation of Vehicles and Development of an Infrastructure for a Routeing System},
  	booktitle	=	{Proceedings of the Forum Bauinformatik},
  	pages		=	{175–182},
  	year		=	{2015},
  }

  Horn, D., & Brüggenthies, M. (2015). Video-based Parking Space Detection: Localisation of Vehicles and Development of an Infrastructure for a Routeing System. In Proceedings of the Forum Bauinformatik (pp. 175–182).

Lab courses

Intensive Course C++

Lectures

Computersehen: Einführung

Lab courses

Intensive Course C++

Lectures

Computersehen: Einführung

Lab courses

Intensive Course C++

Lab courses

Intensive Course C++

Lectures	Digital Image Processing
Lab courses	Intensive Course C++

Lab courses	Intensive Course C++
Lab courses	Programming Applications in C++

Lab courses	Computer Vision
Lectures	Digital Image Processing
Lab courses	Intensive Course C++

Lab courses	Computer Vision
Lab courses	Intensive Course C++
Lab courses	Programming Applications in C++

Lab courses

Intensive Course C++

2020

• Examination of the Insufficiencies of Cycle-Consistent Adversarially Generated Images

  Janssen, L.

  Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @bachelorthesis{Janssen2020,
  	author		=	{Janssen, Lars},
  	title		=	{Examination of the Insufficiencies of Cycle-Consistent Adversarially Generated Images},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	month		=	{September},
  	year		=	{2020},
  }

  Janssen, L. (2020, September). Examination of the Insufficiencies of Cycle-Consistent Adversarially Generated Images. Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany.

2019

• Ansätze des maschinellen Lernens zur Binärsegmentierung von Parkplatzaufnahmen mit statischen Kameras

  Brauksiepe, M.

  Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @bachelorthesis{Brauksiepe2019,
  	author		=	{Brauksiepe, Marc},
  	title		=	{Ansätze des maschinellen Lernens zur Binärsegmentierung von Parkplatzaufnahmen mit statischen Kameras},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	month		=	{November},
  	year		=	{2019},
  }

  Brauksiepe, M. (2019, November). Ansätze des maschinellen Lernens zur Binärsegmentierung von Parkplatzaufnahmen mit statischen Kameras. Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany.
• Stellplatzunabhängige Erkennung parallel geparkter Fahrzeuge mit Hilfe statischer Kameras

  Eschbach, K.

  Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @bachelorthesis{Eschbach2019,
  	author		=	{Eschbach, Kevin},
  	title		=	{Stellplatzunabhängige Erkennung parallel geparkter Fahrzeuge mit Hilfe statischer Kameras},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	month		=	{October},
  	year		=	{2019},
  }

  Eschbach, K. (2019, October). Stellplatzunabhängige Erkennung parallel geparkter Fahrzeuge mit Hilfe statischer Kameras. Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany.
• Untersuchung und Training der neuronalen Netzwerkarchitektur Faster-RCNN und YOLO zur Fahrzeugdetektion

  Petrow, K.

  Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @bachelorthesis{Petrow2019,
  	author		=	{Petrow, Kristina},
  	title		=	{Untersuchung und Training der neuronalen Netzwerkarchitektur Faster-RCNN und YOLO zur Fahrzeugdetektion},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	month		=	{October},
  	year		=	{2019},
  }

  Petrow, K. (2019, October). Untersuchung und Training der neuronalen Netzwerkarchitektur Faster-RCNN und YOLO zur Fahrzeugdetektion. Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany.
• Echtzeitfähige bildbasierte Videostabilisierung von Außenaufnahmen in dynamischen Szenen

  Kiyani, M.

  Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @bachelorthesis{Kiyani2019,
  	author		=	{Kiyani, Matiyar},
  	title		=	{Echtzeitfähige bildbasierte Videostabilisierung von Außenaufnahmen in dynamischen Szenen},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	month		=	{January},
  	year		=	{2019},
  }

  Kiyani, M. (2019, January). Echtzeitfähige bildbasierte Videostabilisierung von Außenaufnahmen in dynamischen Szenen. Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany.
• A Fast Method for Verification of Extrinsic Sensor Calibrations using Cross-Validation for Automated Driving Development

  Raza, S. H.

  Master’s thesis, Automation and Robotics, Technical University Dortmund, Germany

  Bibtex APA

  @mastersthesis{Raza2019,
  	author		=	{Raza, Syed Haseeb},
  	title		=	{A Fast Method for Verification of Extrinsic Sensor Calibrations using Cross-Validation for Automated Driving Development},
  	school		=	{Automation and Robotics, Technical University Dortmund, Germany},
  	year		=	{2019},
  }

  Raza, S. H. (2019). A Fast Method for Verification of Extrinsic Sensor Calibrations using Cross-Validation for Automated Driving Development. Master’s thesis, Automation and Robotics, Technical University Dortmund, Germany.
• Unüberwachte Posenregression von Verkehrsschildern mit Hilfe eines Cycle-Consistent Generative Adversarial Networks

  Mrosewski, L.

  Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @bachelorthesis{Mrosewski2019,
  	author		=	{Mrosewski, Leon},
  	title		=	{Unüberwachte Posenregression von Verkehrsschildern mit Hilfe eines Cycle-Consistent Generative Adversarial Networks},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	month		=	{},
  	year		=	{2019},
  }

  Mrosewski, L. (2019). Unüberwachte Posenregression von Verkehrsschildern mit Hilfe eines Cycle-Consistent Generative Adversarial Networks. Bachelor's thesis, Applied Computer Science, Ruhr University Bochum, Germany.

2018

• Implementierung und Evaluation einer Methode zur bildbasierten Erkennung von Fahrzeugen und deren Posen mittels kaskadierender Entscheidungsbäume

  Hegenbarth, J.

  Master’s thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @mastersthesis{Hegenbarth2018,
  	author		=	{Hegenbarth, Jens},
  	title		=	{Implementierung und Evaluation einer Methode zur bildbasierten Erkennung von Fahrzeugen und deren Posen mittels kaskadierender Entscheidungsbäume},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	year		=	{2018},
  }

  Hegenbarth, J. (2018). Implementierung und Evaluation einer Methode zur bildbasierten Erkennung von Fahrzeugen und deren Posen mittels kaskadierender Entscheidungsbäume. Master’s thesis, Applied Computer Science, Ruhr University Bochum, Germany.
• Evaluation der Übertragbarkeit monokularer Tiefenschätzungsverfahren mit konvolutionalen neuronalen Netzwerken auf untrainierte Anwendungsdomänen

  Kippert, S.

  Master’s thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @mastersthesis{Kippert2018,
  	author		=	{Kippert, Stefan},
  	title		=	{Evaluation der Übertragbarkeit monokularer Tiefenschätzungsverfahren mit konvolutionalen neuronalen Netzwerken auf untrainierte Anwendungsdomänen},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	year		=	{2018},
  }

  Kippert, S. (2018). Evaluation der Übertragbarkeit monokularer Tiefenschätzungsverfahren mit konvolutionalen neuronalen Netzwerken auf untrainierte Anwendungsdomänen. Master’s thesis, Applied Computer Science, Ruhr University Bochum, Germany.
• Generation of Natural Traffic Sign Images Using Domain Translation with Cycle-Consistent Generative Adversarial Networks

  Spata, D.

  Master’s thesis, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @mastersthesis{Spata2018,
  	author		=	{Spata, Dominic},
  	title		=	{Generation of Natural Traffic Sign Images Using Domain Translation with Cycle-Consistent Generative Adversarial Networks},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	year		=	{2018},
  }

  Spata, D. (2018). Generation of Natural Traffic Sign Images Using Domain Translation with Cycle-Consistent Generative Adversarial Networks. Master’s thesis, Applied Computer Science, Ruhr University Bochum, Germany.

2017

• Entwicklung einer komplexen Fahrzeug-KI mithilfe der Unreal Engine zur Interaktion mit einem kamerabasierten Parkleitsystem

  Asakura, V., Hegenbarth, J., Kippert, S., Spata, D., & Tayeran, S.

  Study project, Applied Computer Science, Ruhr University Bochum, Germany

  Bibtex APA

  @mastersthesis{AsakuraHegenbarthKippertEtAl2017,
  	author		=	{Asakura, Vincent and Hegenbarth, Jens and Kippert, Stefan and Spata, Dominic and Tayeran, Shervin},
  	title		=	{Entwicklung einer komplexen Fahrzeug-KI mithilfe der Unreal Engine zur Interaktion mit einem kamerabasierten Parkleitsystem},
  	school		=	{Applied Computer Science, Ruhr University Bochum, Germany},
  	type		=	{Study project},
  	year		=	{2017},
  }

  Asakura, V., Hegenbarth, J., Kippert, S., Spata, D., & Tayeran, S. (2017). Entwicklung einer komplexen Fahrzeug-KI mithilfe der Unreal Engine zur Interaktion mit einem kamerabasierten Parkleitsystem. Study project, Applied Computer Science, Ruhr University Bochum, Germany.